From 12572046149811bebda63da87566e2ac9fbe710d Mon Sep 17 00:00:00 2001 From: "sermet.pekin" Date: Wed, 31 Jul 2024 15:29:31 +0300 Subject: [PATCH] example --- Example_get_series_exp.ipynb | 146 +++++++++++++++++++++++++---------- 1 file changed, 104 insertions(+), 42 deletions(-) diff --git a/Example_get_series_exp.ipynb b/Example_get_series_exp.ipynb index 9eed8c6..f0a6680 100644 --- a/Example_get_series_exp.ipynb +++ b/Example_get_series_exp.ipynb @@ -2,17 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "08f96479-49fa-4e27-a33b-81bf55d8ad5a", "metadata": {}, "outputs": [], "source": [ + "# !pip install python-dotenv \n", "from evdspy import get_series_exp" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "id": "c0a19143-8a35-41b2-a860-b23e21c1e2aa", "metadata": {}, "outputs": [ @@ -28,11 +29,11 @@ { "data": { "text/html": [ - "
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+       "
Could not convert some columns to float type...\n",
        "
\n"
       ],
       "text/plain": [
-       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -42,7 +43,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "get_series_exp..Result(data=    TP_GSYIH02_GY_CF    Tarih\n",
+      "\n",
+      "    ! get_series_exp function returns instance of this class \n",
+      "    \n",
+      "    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \n",
+      "    metadata : pd.DataFrame  => contains metadata if available \n",
+      "    write    : Callable      => creates and Excel file with data and metadadata of two sheets \n",
+      "    to_excel : Callable      =>  same with write to meet pandas to_excel function \n",
+      "    \n",
+      "        Result(data=    TP_GSYIH02_GY_CF    Tarih\n",
       "0       2.484849e+06  2000-Q1\n",
       "1       2.748397e+06  2000-Q2\n",
       "2       3.020707e+06  2000-Q3\n",
@@ -83,7 +92,7 @@
       "0  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
       "\n",
       "                                    APP_CHA_LINK_ENG  START_DATE    END_DATE  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x15a05c0e0>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a57fc40>)\n",
       "  Checking ...  TP.GSYIH02.GY.CF\n",
       "\n",
       "\n"
@@ -92,11 +101,11 @@
     {
      "data": {
       "text/html": [
-       "
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+       "
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        "
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       "text/plain": [
-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -106,7 +115,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "get_series_exp..Result(data=    TP_GSYIH02_GY_CF    Tarih\n",
+      "\n",
+      "    ! get_series_exp function returns instance of this class \n",
+      "    \n",
+      "    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \n",
+      "    metadata : pd.DataFrame  => contains metadata if available \n",
+      "    write    : Callable      => creates and Excel file with data and metadadata of two sheets \n",
+      "    to_excel : Callable      =>  same with write to meet pandas to_excel function \n",
+      "    \n",
+      "        Result(data=    TP_GSYIH02_GY_CF    Tarih\n",
       "0       2.484849e+06  2000-Q1\n",
       "1       2.748397e+06  2000-Q2\n",
       "2       3.020707e+06  2000-Q3\n",
@@ -147,7 +164,7 @@
       "0  https://data.tuik.gov.tr/Search/Search?text=Ge...   \n",
       "\n",
       "                                    APP_CHA_LINK_ENG  START_DATE    END_DATE  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x15a39dd00>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a57fd80>)\n",
       "  Checking ...  TP_GSYIH01_GY_CF\n",
       "TP_GSYIH02_GY_CF\n",
       "TP_GSYIH03_GY_CF\n",
@@ -170,11 +187,11 @@
     {
      "data": {
       "text/html": [
-       "
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+       "
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        "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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      },
      "metadata": {},
@@ -190,11 +207,11 @@
     {
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+       "
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-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -210,11 +227,11 @@
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-       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -230,11 +247,11 @@
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+       "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -270,11 +287,11 @@
     {
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-       "
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+       "
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-       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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+       "
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-       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -370,11 +387,11 @@
     {
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-       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -390,11 +407,11 @@
     {
      "data": {
       "text/html": [
-       "
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+       "
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-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;31;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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     {
      "data": {
       "text/html": [
-       "
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+       "
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        "
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-       "\u001b[3;38;5;199;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -430,11 +447,11 @@
     {
      "data": {
       "text/html": [
-       "
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+       "
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       "text/plain": [
-       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
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@@ -444,7 +461,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "get_series_exp..Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\n",
+      "\n",
+      "    ! get_series_exp function returns instance of this class \n",
+      "    \n",
+      "    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \n",
+      "    metadata : pd.DataFrame  => contains metadata if available \n",
+      "    write    : Callable      => creates and Excel file with data and metadadata of two sheets \n",
+      "    to_excel : Callable      =>  same with write to meet pandas to_excel function \n",
+      "    \n",
+      "        Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\n",
       "0       6.106739e+04      2.484849e+06      2.099761e+06      5.566121e+05   \n",
       "1       1.022063e+05      2.748397e+06      2.373615e+06      1.106882e+06   \n",
       "2       1.277332e+05      3.020707e+06      2.601849e+06      1.258192e+06   \n",
@@ -686,7 +711,7 @@
       "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
-      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x15a39e660>)\n",
+      "0  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c13a0>)\n",
       "  Checking ...  bie_gsyhgycf\n",
       "\n",
       "\n"
@@ -695,11 +720,11 @@
     {
      "data": {
       "text/html": [
-       "
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+       "
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        "
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       "text/plain": [
-       "\u001b[3;35;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
+       "\u001b[3;36;40mCould not convert some columns to float type\u001b[0m\u001b[3;33;40m...\u001b[0m\n"
       ]
      },
      "metadata": {},
@@ -709,7 +734,15 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "get_series_exp..Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\n",
+      "\n",
+      "    ! get_series_exp function returns instance of this class \n",
+      "    \n",
+      "    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \n",
+      "    metadata : pd.DataFrame  => contains metadata if available \n",
+      "    write    : Callable      => creates and Excel file with data and metadadata of two sheets \n",
+      "    to_excel : Callable      =>  same with write to meet pandas to_excel function \n",
+      "    \n",
+      "        Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\n",
       "0       6.106739e+04      2.484849e+06      2.099761e+06      5.566121e+05   \n",
       "1       1.022063e+05      2.748397e+06      2.373615e+06      1.106882e+06   \n",
       "2       1.277332e+05      3.020707e+06      2.601849e+06      1.258192e+06   \n",
@@ -1012,7 +1045,7 @@
       "14  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "15  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
       "16  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \n",
-      "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x15a39e7a0>)\n"
+      "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c0cc0>)\n"
      ]
     }
    ],
@@ -1059,7 +1092,28 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 7,
+   "id": "5e3186f8-9920-4041-ba49-677ed49184bb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "\"\\n    ! get_series_exp function returns instance of this class \\n    \\n    data     : pd.DataFrame  => contains data [ same as what get_series function returns ] \\n    metadata : pd.DataFrame  => contains metadata if available \\n    write    : Callable      => creates and Excel file with data and metadadata of two sheets \\n    to_excel : Callable      =>  same with write to meet pandas to_excel function \\n    \\n        Result(data=    TP_GSYIH01_GY_CF  TP_GSYIH02_GY_CF  TP_GSYIH03_GY_CF  TP_GSYIH04_GY_CF  \\\\\\n0       6.106739e+04      2.484849e+06      2.099761e+06      5.566121e+05   \\n1       1.022063e+05      2.748397e+06      2.373615e+06      1.106882e+06   \\n2       1.277332e+05      3.020707e+06      2.601849e+06      1.258192e+06   \\n3       1.277646e+05      3.155493e+06      2.686372e+06      1.171740e+06   \\n4       8.015448e+04      3.260544e+06      2.704172e+06      6.152476e+05   \\n..               ...               ...               ...               ...   \\n92      1.141463e+07      4.268805e+08      3.940705e+08      8.363157e+07   \\n93      1.639448e+07      4.260205e+08      3.895592e+08      9.403154e+07   \\n94      2.517321e+07      5.450164e+08      4.976900e+08      1.340035e+08   \\n95      2.208713e+07      5.595067e+08      5.099294e+08      1.386888e+08   \\n96      2.251595e+07      8.163326e+08      7.506112e+08      1.863063e+08   \\n\\n    TP_GSYIH05_GY_CF  TP_GSYIH06_GY_CF  TP_GSYIH07_GY_CF  TP_GSYIH08_GY_CF  \\\\\\n0       2.548026e+06      2.050418e+05      6.826649e+05      4.192956e+04   \\n1       2.811977e+06      2.274439e+05      7.417792e+05      4.270630e+04   \\n2       2.811540e+06      2.555880e+05      7.872546e+05      4.579670e+04   \\n3       3.024516e+06      3.033064e+05      8.912610e+05      4.923439e+04   \\n4       2.814495e+06      2.809577e+05      8.381537e+05      6.050674e+04   \\n..               ...               ...               ...               ...   \\n92      3.752743e+08      4.235482e+07      6.168964e+07      1.067667e+07   \\n93      4.039706e+08      4.714779e+07      6.261452e+07      1.088415e+07   \\n94      5.208236e+08      6.184329e+07      8.012384e+07      1.415563e+07   \\n95      5.260302e+08      6.522723e+07      8.694186e+07      1.397757e+07   \\n96      7.480911e+08      8.842872e+07      1.262525e+08      2.214702e+07   \\n\\n    TP_GSYIH09_GY_CF  TP_GSYIH10_GY_CF  TP_GSYIH11_GY_CF  TP_GSYIH14_GY_CF  \\\\\\n0       3.019369e+05      2.645360e+06      2.136746e+05      9.741161e+06   \\n1       3.204776e+05      2.955066e+06      2.066519e+05      1.126359e+07   \\n2       3.439947e+05      3.156229e+06      2.344814e+05      1.204152e+07   \\n3       3.689445e+05      3.479821e+06      2.203650e+05      1.279245e+07   \\n4       3.982261e+05      3.546288e+06      2.828418e+05      1.217742e+07   \\n..               ...               ...               ...               ...   \\n92      1.044011e+08      4.157530e+08      3.465333e+07      1.566730e+09   \\n93      1.217885e+08      4.595721e+08      3.547861e+07      1.677903e+09   \\n94      1.524647e+08      6.046323e+08      4.909999e+07      2.187336e+09   \\n95      1.587377e+08      5.852262e+08      4.889545e+07      2.205319e+09   \\n96      2.202426e+08      9.594455e+08      7.559247e+07      3.265355e+09   \\n\\n    TP_GSYIH15_GY_CF  TP_GSYIH16_GY_CF  TP_GSYIH17_GY_CF  TP_GSYIH18_GY_CF  \\\\\\n0       7.963676e+04      1.993898e+07      5.556330e+06      1.438265e+07   \\n1       8.152032e+04      2.508516e+07      6.373442e+06      1.871172e+07   \\n2       7.229579e+04      3.126156e+07      6.838204e+06      2.442336e+07   \\n3       5.963222e+04      3.122278e+07      7.227375e+06      2.399540e+07   \\n4       1.342008e+05      2.795945e+07      8.299806e+06      1.965965e+07   \\n..               ...               ...               ...               ...   \\n92     -8.786390e+07      2.664565e+09      1.008799e+09      1.655765e+09   \\n93     -5.181759e+07      3.269685e+09      1.119704e+09      2.149981e+09   \\n94     -5.788269e+07      4.666974e+09      1.452790e+09      3.214184e+09   \\n95     -1.155560e+08      5.327142e+09      1.584150e+09      3.742992e+09   \\n96     -1.645351e+08      4.679305e+09      1.238951e+09      3.440354e+09   \\n\\n    TP_GSYIH19_GY_CF  TP_GSYIH26_GY_CF    Tarih  \\n0       3.662041e+06      3.342182e+07  2000-Q1  \\n1       4.075028e+06      4.050529e+07  2000-Q2  \\n2       4.895470e+06      4.827084e+07  2000-Q3  \\n3       5.221395e+06      4.929625e+07  2000-Q4  \\n4       4.842235e+06      4.511330e+07  2001-Q1  \\n..               ...               ...      ...  \\n92      4.987156e+08      4.642146e+09  2023-Q1  \\n93      6.104028e+08      5.506173e+09  2023-Q2  \\n94      9.001857e+08      7.696613e+09  2023-Q3  \\n95      1.014470e+09      8.431375e+09  2023-Q4  \\n96      1.042124e+09      8.822248e+09  2024-Q1  \\n\\n[97 rows x 19 columns], metadata=          SERIE_CODE DATAGROUP_CODE  \\\\\\n0   TP.GSYIH01.GY.CF   bie_gsyhgycf   \\n1   TP.GSYIH02.GY.CF   bie_gsyhgycf   \\n2   TP.GSYIH03.GY.CF   bie_gsyhgycf   \\n3   TP.GSYIH04.GY.CF   bie_gsyhgycf   \\n4   TP.GSYIH05.GY.CF   bie_gsyhgycf   \\n5   TP.GSYIH06.GY.CF   bie_gsyhgycf   \\n6   TP.GSYIH07.GY.CF   bie_gsyhgycf   \\n7   TP.GSYIH08.GY.CF   bie_gsyhgycf   \\n8   TP.GSYIH09.GY.CF   bie_gsyhgycf   \\n9   TP.GSYIH10.GY.CF   bie_gsyhgycf   \\n10  TP.GSYIH11.GY.CF   bie_gsyhgycf   \\n11  TP.GSYIH14.GY.CF   bie_gsyhgycf   \\n12  TP.GSYIH15.GY.CF   bie_gsyhgycf   \\n13  TP.GSYIH16.GY.CF   bie_gsyhgycf   \\n14  TP.GSYIH17.GY.CF   bie_gsyhgycf   \\n15  TP.GSYIH18.GY.CF   bie_gsyhgycf   \\n16  TP.GSYIH19.GY.CF   bie_gsyhgycf   \\n17  TP.GSYIH26.GY.CF   bie_gsyhgycf   \\n\\n                                           SERIE_NAME  \\\\\\n0             Tarım, ormancılık ve balıkçılık(Bin TL)   \\n1                                      Sanayi(Bin TL)   \\n2                               İmalat sanayi(Bin TL)   \\n3                                      İnşaat(Bin TL)   \\n4                                   Hizmetler(Bin TL)   \\n5                           Bilgi ve iletişim(Bin TL)   \\n6              Finans ve sigorta faaliyetleri(Bin TL)   \\n7                    Gayrimenkul faaliyetleri(Bin TL)   \\n8   Mesleki, idari ve destek hizmet faaliyetleri(B...   \\n9   Kamu yönetimi, eğitim, insan sağlığı ve sosyal...   \\n10                  Diğer hizmet faaliyetleri(Bin TL)   \\n11                    Toplam işgücü ödemeleri(Bin TL)   \\n12             Üretim üzerindeki net vergiler(Bin TL)   \\n13            Brüt işletme artığı/karma gelir(Bin TL)   \\n14                     Sabit sermaye tüketimi(Bin TL)   \\n15             Net işletme artığı/karma gelir(Bin TL)   \\n16  Ürün üzerindeki vergiler eksi sübvansiyonlar(B...   \\n17  Gayrisafi Yurtiçi Hasıla (Alıcı fiyatlarıyla)(...   \\n\\n                                       SERIE_NAME_ENG FREQUENCY_STR  \\\\\\n0      Agriculture, forestry and fishing(Thousand TL)      ÜÇ AYLIK   \\n1                               Industry(Thousand TL)      ÜÇ AYLIK   \\n2                          Manufacturing(Thousand TL)      ÜÇ AYLIK   \\n3                           Construction(Thousand TL)      ÜÇ AYLIK   \\n4                               Services(Thousand TL)      ÜÇ AYLIK   \\n5          Information and communication(Thousand TL)      ÜÇ AYLIK   \\n6     Financial and insurance activities(Thousand TL)      ÜÇ AYLIK   \\n7                 Real estate activities(Thousand TL)      ÜÇ AYLIK   \\n8   Professional, administrative and support servi...      ÜÇ AYLIK   \\n9   Public administration, education, human health...      ÜÇ AYLIK   \\n10              Other service activities(Thousand TL)      ÜÇ AYLIK   \\n11       Total compensation of employees(Thousand TL)      ÜÇ AYLIK   \\n12               Net taxes on production(Thousand TL)      ÜÇ AYLIK   \\n13               Gross Operating surplus(Thousand TL)      ÜÇ AYLIK   \\n14          Consumption on fixed capital(Thousand TL)      ÜÇ AYLIK   \\n15                 Net operating surplus(Thousand TL)      ÜÇ AYLIK   \\n16      Taxes less subsidies on products(Thousand TL)      ÜÇ AYLIK   \\n17  Gross Domestic Product (Purchaser's Price)(Tho...      ÜÇ AYLIK   \\n\\n   DEFAULT_AGG_METHOD_STR DEFAULT_AGG_METHOD  \\\\\\n0               KÜMÜLATİF                sum   \\n1               KÜMÜLATİF                sum   \\n2               KÜMÜLATİF                sum   \\n3               KÜMÜLATİF                sum   \\n4               KÜMÜLATİF                sum   \\n5               KÜMÜLATİF                sum   \\n6               KÜMÜLATİF                sum   \\n7               KÜMÜLATİF                sum   \\n8               KÜMÜLATİF                sum   \\n9               KÜMÜLATİF                sum   \\n10              KÜMÜLATİF                sum   \\n11              KÜMÜLATİF                sum   \\n12              KÜMÜLATİF                sum   \\n13              KÜMÜLATİF                sum   \\n14              KÜMÜLATİF                sum   \\n15              KÜMÜLATİF                sum   \\n16              KÜMÜLATİF                sum   \\n17              KÜMÜLATİF                sum   \\n\\n                                    TAG                        TAG_ENG  \\\\\\n0   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n1   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n2   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n3   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n4   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n5   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n6   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n7   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n8   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n9   GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n10  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n11  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n12  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n13  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n14  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n15  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n16  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n17  GSYİH, Gayri, Safi, Yurtiçi, Hasıla  GDP, Gross, Domestic, Product   \\n\\n   DATASOURCE DATASOURCE_ENG  \\\\\\n0        TÜİK       TURKSTAT   \\n1        TÜİK       TURKSTAT   \\n2        TÜİK       TURKSTAT   \\n3        TÜİK       TURKSTAT   \\n4        TÜİK       TURKSTAT   \\n5        TÜİK       TURKSTAT   \\n6        TÜİK       TURKSTAT   \\n7        TÜİK       TURKSTAT   \\n8        TÜİK       TURKSTAT   \\n9        TÜİK       TURKSTAT   \\n10       TÜİK       TURKSTAT   \\n11       TÜİK       TURKSTAT   \\n12       TÜİK       TURKSTAT   \\n13       TÜİK       TURKSTAT   \\n14       TÜİK       TURKSTAT   \\n15       TÜİK       TURKSTAT   \\n16       TÜİK       TURKSTAT   \\n17       TÜİK       TURKSTAT   \\n\\n                                        METADATA_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                    METADATA_LINK_ENG  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=In...   \\n1   https://data.tuik.gov.tr/Search/Search?text=In...   \\n2   https://data.tuik.gov.tr/Search/Search?text=In...   \\n3   https://data.tuik.gov.tr/Search/Search?text=In...   \\n4   https://data.tuik.gov.tr/Search/Search?text=In...   \\n5   https://data.tuik.gov.tr/Search/Search?text=In...   \\n6   https://data.tuik.gov.tr/Search/Search?text=In...   \\n7   https://data.tuik.gov.tr/Search/Search?text=In...   \\n8   https://data.tuik.gov.tr/Search/Search?text=In...   \\n9   https://data.tuik.gov.tr/Search/Search?text=In...   \\n10  https://data.tuik.gov.tr/Search/Search?text=In...   \\n11  https://data.tuik.gov.tr/Search/Search?text=In...   \\n12  https://data.tuik.gov.tr/Search/Search?text=In...   \\n13  https://data.tuik.gov.tr/Search/Search?text=In...   \\n14  https://data.tuik.gov.tr/Search/Search?text=In...   \\n15  https://data.tuik.gov.tr/Search/Search?text=In...   \\n16  https://data.tuik.gov.tr/Search/Search?text=In...   \\n17  https://data.tuik.gov.tr/Search/Search?text=In...   \\n\\n                                         REV_POL_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                     REV_POL_LINK_ENG  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=In...   \\n1   https://data.tuik.gov.tr/Search/Search?text=In...   \\n2   https://data.tuik.gov.tr/Search/Search?text=In...   \\n3   https://data.tuik.gov.tr/Search/Search?text=In...   \\n4   https://data.tuik.gov.tr/Search/Search?text=In...   \\n5   https://data.tuik.gov.tr/Search/Search?text=In...   \\n6   https://data.tuik.gov.tr/Search/Search?text=In...   \\n7   https://data.tuik.gov.tr/Search/Search?text=In...   \\n8   https://data.tuik.gov.tr/Search/Search?text=In...   \\n9   https://data.tuik.gov.tr/Search/Search?text=In...   \\n10  https://data.tuik.gov.tr/Search/Search?text=In...   \\n11  https://data.tuik.gov.tr/Search/Search?text=In...   \\n12  https://data.tuik.gov.tr/Search/Search?text=In...   \\n13  https://data.tuik.gov.tr/Search/Search?text=In...   \\n14  https://data.tuik.gov.tr/Search/Search?text=In...   \\n15  https://data.tuik.gov.tr/Search/Search?text=In...   \\n16  https://data.tuik.gov.tr/Search/Search?text=In...   \\n17  https://data.tuik.gov.tr/Search/Search?text=In...   \\n\\n                                         APP_CHA_LINK  \\\\\\n0   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n1   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n2   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n3   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n4   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n5   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n6   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n7   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n8   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n9   https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n10  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n11  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n12  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n13  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n14  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n15  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n16  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n17  https://data.tuik.gov.tr/Search/Search?text=Ge...   \\n\\n                                     APP_CHA_LINK_ENG  START_DATE    END_DATE  \\n0   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n1   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n2   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n3   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n4   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n5   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n6   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n7   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n8   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n9   https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n10  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n11  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n12  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n13  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n14  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n15  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n16  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  \\n17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  , write=.build_df at 0x12a5c0cc0>)\""
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "str(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "id": "dd944f5d-fd92-4486-9cd5-7df806f64ad7",
    "metadata": {},
    "outputs": [
@@ -1422,7 +1476,7 @@
        "[97 rows x 19 columns]"
       ]
      },
-     "execution_count": 5,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1433,17 +1487,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 4,
    "id": "23971c64-e520-4d56-b334-452e792323bd",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      " writing file :  [IGNORE.xlsx] \n"
+     ]
+    }
+   ],
    "source": [
     "result.write(\"IGNORE.xlsx\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 5,
    "id": "c6419cfc-a4b1-40c1-ad35-38dff36f946e",
    "metadata": {},
    "outputs": [
@@ -2132,7 +2194,7 @@
        "17  https://data.tuik.gov.tr/Search/Search?text=In...  01-01-1998  01-01-2024  "
       ]
      },
-     "execution_count": 7,
+     "execution_count": 5,
      "metadata": {},
      "output_type": "execute_result"
     }